副教授 硕士生导师
招生学科专业:
机械工程 -- 【招收硕士研究生】 -- 机电学院
机械 -- 【招收硕士研究生】 -- 机电学院
性别:男
毕业院校:南京理工大学
学历:南京理工大学
学位:工学博士学位
所在单位:机电学院
办公地点:明故宫机电学院17号楼421室
联系方式:Tel:15601594900 Email:h.zhu@nuaa.edu.cn
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所属单位:机电学院
发表刊物:SYMMETRY-BASEL
关键字:orthogonal initialization mechanism multi-swarm PSO algorithm adaptive cooperation mechanism
摘要:A novel orthogonal multi-swarm cooperative particle swarm optimization (PSO) algorithm with a particle trajectory knowledge base is presented in this paper. Different from the traditional PSO algorithms and other variants of PSO, the proposed orthogonal multi-swarm cooperative PSO algorithm not only introduces an orthogonal initialization mechanism and a particle trajectory knowledge base for multi-dimensional optimization problems, but also conceives a new adaptive cooperation mechanism to accomplish the information interaction among swarms and particles. Experiments are conducted on a set of benchmark functions, and the results show its better performance compared with traditional PSO algorithm in aspects of convergence, computational efficiency and avoiding premature convergence.
ISSN号:2073-8994
是否译文:否
发表时间:2017-01-01
合写作者:杨俊,Wang, Yingcong
通讯作者:朱海华